AI Research Atlas

Code World Model (CWM) 32B

Meta · 24 September 2025

32B dense code model mid-trained on Python-interpreter and Docker execution traces; 65.8% on SWE-bench Verified with test-time scaling.

Trains a coder on observation-action trajectories so it learns to simulate program execution ('world model for code'), then multi-task RL on verifiable coding, math and SWE environments; 131K context. Released checkpoints after mid-training, SFT and RL for research.

Date
Wednesday, 24 September 2025
Lab
Meta
Kind
open-weights
Access
open weights (restricted license)

Figures

MeasureValueMeasured by
SWE-bench Verified (pass@1, with test-time scaling)65.8%
LiveCodeBench 68.6%, AIME 2024 76.0%
company

License is research-oriented (exact terms not confirmed from the page opened). arXiv 2510.02387 appeared in October 2025.

Sources

  1. ai.meta.com/research/publications/cwm-an-open-weights-llm-for-research-on-code-generation-
  2. huggingface.co/facebook/cwm

This record was checked against its sources on 6 October 2026. How we check